In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fc002cbe390>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fc002be4f60>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='inputs_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='inputs_z')
learning_rate = tf.placeholder(tf.float32, name = 'learning_rate')
return inputs_real, inputs_z, learning_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False, n_units=128, alpha=0.1):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 32x32x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
relu1 = tf.maximum(alpha * x1, x1)
# 16x16x64
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 8x8x128
x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 4x4x256
relu3 = tf.nn.dropout(relu3, keep_prob=0.8)
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True, n_units=128, alpha=0.1):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
with tf.variable_scope('generator', reuse=not is_train):
# First fully connected layer
x1 = tf.layers.dense(z, 7*7*512)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# 7x7x512 now
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# 14x14x256 now
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 28x28x128 now
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 3, strides=1, padding='same', kernel_initializer=tf.contrib.layers.xavier_initializer())
# 28x28xoutput_dim now
out = tf.tanh(logits)
return out
# First fully connected layer
# x1 = tf.layers.dense(z, 7*7*128)
# # Reshape it to start the convolutional stack
# x1 = tf.reshape(x1, (-1, 7, 7, 128))
# x1 = tf.layers.batch_normalization(x1, training=is_train)
# x1 = tf.maximum(alpha * x1, x1)
# # 7x7x512 now
# x2 = tf.layers.conv2d_transpose(x1, 64, 5, strides=2, padding='same')
# x2 = tf.layers.batch_normalization(x2, training=is_train)
# x2 = tf.maximum(alpha * x2, x2)
# # 14x14x256 now
# # Output layer
# logits = tf.layers.conv2d_transpose(x2, out_channel_dim, 5, strides=2, padding='same')
# # 28x28x3 now
# out = tf.tanh(logits)
# return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim, smooth=0.1):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real, reuse=False)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real) * (1 - smooth)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
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"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate_scalar, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate_scalar: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
show_every = 100
print_every=5
n_images=25
samples, losses = [], []
steps = 0
inputs_real, inputs_z, learning_rate = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(inputs_real, inputs_z, data_shape[3])
d_train_opt, g_train_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
steps += 1
batch_images *= 2.0
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_train_opt, feed_dict={inputs_real: batch_images, inputs_z: batch_z, learning_rate: learning_rate_scalar})
_ = sess.run(g_train_opt, feed_dict={inputs_z: batch_z, inputs_real: batch_images, learning_rate: learning_rate_scalar})
if steps % print_every == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({inputs_z: batch_z, inputs_real: batch_images})
train_loss_g = g_loss.eval({inputs_z: batch_z})
print("Step {}/{} Epoch {}/{}...".format(steps, batch_size*epoch_count, epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
# Save losses to view after training
losses.append((train_loss_d, train_loss_g))
if steps % show_every == 0:
show_generator_output(sess, n_images, inputs_z, data_shape[3], data_image_mode)
return losses, samples
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 32
z_dim = 100
learning_rate_scalar = 0.0001
beta1 = 0.1
"""
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"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate_scalar, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Step 5/64 Epoch 1/2... Discriminator Loss: 0.8793... Generator Loss: 1.0287 Step 10/64 Epoch 1/2... Discriminator Loss: 1.1238... Generator Loss: 0.9448 Step 15/64 Epoch 1/2... Discriminator Loss: 0.5232... Generator Loss: 2.0496 Step 20/64 Epoch 1/2... Discriminator Loss: 2.0855... Generator Loss: 0.3717 Step 25/64 Epoch 1/2... Discriminator Loss: 0.3956... Generator Loss: 3.7120 Step 30/64 Epoch 1/2... Discriminator Loss: 0.3702... Generator Loss: 4.1916 Step 35/64 Epoch 1/2... Discriminator Loss: 0.4027... Generator Loss: 3.4078 Step 40/64 Epoch 1/2... Discriminator Loss: 0.3930... Generator Loss: 3.0579 Step 45/64 Epoch 1/2... Discriminator Loss: 1.5443... Generator Loss: 3.5912 Step 50/64 Epoch 1/2... Discriminator Loss: 3.0981... Generator Loss: 0.1091 Step 55/64 Epoch 1/2... Discriminator Loss: 1.0965... Generator Loss: 2.7762 Step 60/64 Epoch 1/2... Discriminator Loss: 1.0285... Generator Loss: 1.3587 Step 65/64 Epoch 1/2... Discriminator Loss: 1.1234... Generator Loss: 0.8492 Step 70/64 Epoch 1/2... Discriminator Loss: 2.5565... Generator Loss: 3.7000 Step 75/64 Epoch 1/2... Discriminator Loss: 2.0083... Generator Loss: 0.3074 Step 80/64 Epoch 1/2... Discriminator Loss: 1.5452... Generator Loss: 0.7421 Step 85/64 Epoch 1/2... Discriminator Loss: 1.7474... Generator Loss: 0.3588 Step 90/64 Epoch 1/2... Discriminator Loss: 1.6791... Generator Loss: 1.2858 Step 95/64 Epoch 1/2... Discriminator Loss: 1.7035... Generator Loss: 0.4276 Step 100/64 Epoch 1/2... Discriminator Loss: 1.5871... Generator Loss: 0.5098
Step 105/64 Epoch 1/2... Discriminator Loss: 1.7443... Generator Loss: 0.3961 Step 110/64 Epoch 1/2... Discriminator Loss: 1.2400... Generator Loss: 1.1781 Step 115/64 Epoch 1/2... Discriminator Loss: 1.4189... Generator Loss: 0.4708 Step 120/64 Epoch 1/2... Discriminator Loss: 1.3186... Generator Loss: 1.0331 Step 125/64 Epoch 1/2... Discriminator Loss: 1.8420... Generator Loss: 0.3450 Step 130/64 Epoch 1/2... Discriminator Loss: 1.3600... Generator Loss: 0.6282 Step 135/64 Epoch 1/2... Discriminator Loss: 1.7125... Generator Loss: 0.3841 Step 140/64 Epoch 1/2... Discriminator Loss: 1.6409... Generator Loss: 1.5601 Step 145/64 Epoch 1/2... Discriminator Loss: 1.5107... Generator Loss: 0.4745 Step 150/64 Epoch 1/2... Discriminator Loss: 1.5565... Generator Loss: 0.9424 Step 155/64 Epoch 1/2... Discriminator Loss: 1.4184... Generator Loss: 0.6204 Step 160/64 Epoch 1/2... Discriminator Loss: 1.4852... Generator Loss: 0.4895 Step 165/64 Epoch 1/2... Discriminator Loss: 1.2170... Generator Loss: 0.9922 Step 170/64 Epoch 1/2... Discriminator Loss: 1.9985... Generator Loss: 0.2888 Step 175/64 Epoch 1/2... Discriminator Loss: 1.2397... Generator Loss: 0.8586 Step 180/64 Epoch 1/2... Discriminator Loss: 1.6248... Generator Loss: 0.4599 Step 185/64 Epoch 1/2... Discriminator Loss: 1.4487... Generator Loss: 1.2531 Step 190/64 Epoch 1/2... Discriminator Loss: 1.6725... Generator Loss: 0.4203 Step 195/64 Epoch 1/2... Discriminator Loss: 1.3371... Generator Loss: 1.3874 Step 200/64 Epoch 1/2... Discriminator Loss: 1.3614... Generator Loss: 0.6071
Step 205/64 Epoch 1/2... Discriminator Loss: 1.2517... Generator Loss: 1.7255 Step 210/64 Epoch 1/2... Discriminator Loss: 1.4559... Generator Loss: 0.6279 Step 215/64 Epoch 1/2... Discriminator Loss: 1.2726... Generator Loss: 0.7146 Step 220/64 Epoch 1/2... Discriminator Loss: 1.4203... Generator Loss: 0.4348 Step 225/64 Epoch 1/2... Discriminator Loss: 1.2405... Generator Loss: 1.5437 Step 230/64 Epoch 1/2... Discriminator Loss: 1.6326... Generator Loss: 0.4486 Step 235/64 Epoch 1/2... Discriminator Loss: 1.2888... Generator Loss: 1.4671 Step 240/64 Epoch 1/2... Discriminator Loss: 1.2557... Generator Loss: 0.7371 Step 245/64 Epoch 1/2... Discriminator Loss: 1.2186... Generator Loss: 0.8031 Step 250/64 Epoch 1/2... Discriminator Loss: 1.4722... Generator Loss: 0.5228 Step 255/64 Epoch 1/2... Discriminator Loss: 1.2235... Generator Loss: 1.5255 Step 260/64 Epoch 1/2... Discriminator Loss: 1.1967... Generator Loss: 0.7869 Step 265/64 Epoch 1/2... Discriminator Loss: 1.1347... Generator Loss: 0.8224 Step 270/64 Epoch 1/2... Discriminator Loss: 1.0797... Generator Loss: 1.3323 Step 275/64 Epoch 1/2... Discriminator Loss: 1.5154... Generator Loss: 0.4727 Step 280/64 Epoch 1/2... Discriminator Loss: 1.1270... Generator Loss: 0.9434 Step 285/64 Epoch 1/2... Discriminator Loss: 1.1338... Generator Loss: 1.0064 Step 290/64 Epoch 1/2... Discriminator Loss: 1.1243... Generator Loss: 0.8779 Step 295/64 Epoch 1/2... Discriminator Loss: 1.3021... Generator Loss: 0.5949 Step 300/64 Epoch 1/2... Discriminator Loss: 1.0180... Generator Loss: 1.1372
Step 305/64 Epoch 1/2... Discriminator Loss: 1.1379... Generator Loss: 0.6809 Step 310/64 Epoch 1/2... Discriminator Loss: 1.4205... Generator Loss: 1.6501 Step 315/64 Epoch 1/2... Discriminator Loss: 1.3864... Generator Loss: 0.5036 Step 320/64 Epoch 1/2... Discriminator Loss: 1.1500... Generator Loss: 0.7810 Step 325/64 Epoch 1/2... Discriminator Loss: 1.4752... Generator Loss: 0.4589 Step 330/64 Epoch 1/2... Discriminator Loss: 1.0072... Generator Loss: 1.0315 Step 335/64 Epoch 1/2... Discriminator Loss: 1.3040... Generator Loss: 0.5964 Step 340/64 Epoch 1/2... Discriminator Loss: 1.1061... Generator Loss: 1.6187 Step 345/64 Epoch 1/2... Discriminator Loss: 1.5083... Generator Loss: 0.4920 Step 350/64 Epoch 1/2... Discriminator Loss: 1.1768... Generator Loss: 0.8856 Step 355/64 Epoch 1/2... Discriminator Loss: 1.4508... Generator Loss: 0.4840 Step 360/64 Epoch 1/2... Discriminator Loss: 1.2265... Generator Loss: 1.3446 Step 365/64 Epoch 1/2... Discriminator Loss: 1.1965... Generator Loss: 0.6657 Step 370/64 Epoch 1/2... Discriminator Loss: 1.3371... Generator Loss: 2.0352 Step 375/64 Epoch 1/2... Discriminator Loss: 0.8656... Generator Loss: 1.1388 Step 380/64 Epoch 1/2... Discriminator Loss: 1.1609... Generator Loss: 1.5039 Step 385/64 Epoch 1/2... Discriminator Loss: 1.2816... Generator Loss: 0.5963 Step 390/64 Epoch 1/2... Discriminator Loss: 1.2297... Generator Loss: 0.6304 Step 395/64 Epoch 1/2... Discriminator Loss: 1.0431... Generator Loss: 1.4775 Step 400/64 Epoch 1/2... Discriminator Loss: 1.6799... Generator Loss: 0.4042
Step 405/64 Epoch 1/2... Discriminator Loss: 0.9360... Generator Loss: 1.7299 Step 410/64 Epoch 1/2... Discriminator Loss: 1.1997... Generator Loss: 0.7970 Step 415/64 Epoch 1/2... Discriminator Loss: 1.0181... Generator Loss: 0.8220 Step 420/64 Epoch 1/2... Discriminator Loss: 0.9252... Generator Loss: 1.4309 Step 425/64 Epoch 1/2... Discriminator Loss: 0.9928... Generator Loss: 1.2196 Step 430/64 Epoch 1/2... Discriminator Loss: 1.0128... Generator Loss: 0.9903 Step 435/64 Epoch 1/2... Discriminator Loss: 1.6115... Generator Loss: 0.4321 Step 440/64 Epoch 1/2... Discriminator Loss: 0.9171... Generator Loss: 1.9239 Step 445/64 Epoch 1/2... Discriminator Loss: 1.6409... Generator Loss: 0.3840 Step 450/64 Epoch 1/2... Discriminator Loss: 1.1407... Generator Loss: 0.7595 Step 455/64 Epoch 1/2... Discriminator Loss: 0.9984... Generator Loss: 1.2045 Step 460/64 Epoch 1/2... Discriminator Loss: 1.2766... Generator Loss: 0.6475 Step 465/64 Epoch 1/2... Discriminator Loss: 1.0432... Generator Loss: 1.4546 Step 470/64 Epoch 1/2... Discriminator Loss: 1.2150... Generator Loss: 0.6260 Step 475/64 Epoch 1/2... Discriminator Loss: 1.0441... Generator Loss: 0.8459 Step 480/64 Epoch 1/2... Discriminator Loss: 0.8504... Generator Loss: 1.1083 Step 485/64 Epoch 1/2... Discriminator Loss: 1.3850... Generator Loss: 2.4001 Step 490/64 Epoch 1/2... Discriminator Loss: 1.1712... Generator Loss: 0.6915 Step 495/64 Epoch 1/2... Discriminator Loss: 0.9423... Generator Loss: 1.7992 Step 500/64 Epoch 1/2... Discriminator Loss: 1.1633... Generator Loss: 0.8166
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Step 1705/64 Epoch 1/2... Discriminator Loss: 1.1544... Generator Loss: 1.7056 Step 1710/64 Epoch 1/2... Discriminator Loss: 1.3045... Generator Loss: 0.6203 Step 1715/64 Epoch 1/2... Discriminator Loss: 1.0645... Generator Loss: 1.1217 Step 1720/64 Epoch 1/2... Discriminator Loss: 1.6310... Generator Loss: 0.4775 Step 1725/64 Epoch 1/2... Discriminator Loss: 1.0078... Generator Loss: 1.2446 Step 1730/64 Epoch 1/2... Discriminator Loss: 1.2536... Generator Loss: 0.6831 Step 1735/64 Epoch 1/2... Discriminator Loss: 1.4717... Generator Loss: 0.6538 Step 1740/64 Epoch 1/2... Discriminator Loss: 1.3864... Generator Loss: 0.6521 Step 1745/64 Epoch 1/2... Discriminator Loss: 1.7867... Generator Loss: 0.3438 Step 1750/64 Epoch 1/2... Discriminator Loss: 1.1975... Generator Loss: 1.6904 Step 1755/64 Epoch 1/2... Discriminator Loss: 1.2171... Generator Loss: 0.7818 Step 1760/64 Epoch 1/2... Discriminator Loss: 1.0578... Generator Loss: 1.3312 Step 1765/64 Epoch 1/2... Discriminator Loss: 1.2999... Generator Loss: 0.5360 Step 1770/64 Epoch 1/2... Discriminator Loss: 1.3135... Generator Loss: 0.6829 Step 1775/64 Epoch 1/2... Discriminator Loss: 1.1433... Generator Loss: 1.3175 Step 1780/64 Epoch 1/2... Discriminator Loss: 1.1554... Generator Loss: 0.8813 Step 1785/64 Epoch 1/2... Discriminator Loss: 1.3846... Generator Loss: 0.6343 Step 1790/64 Epoch 1/2... Discriminator Loss: 1.4783... Generator Loss: 0.5295 Step 1795/64 Epoch 1/2... Discriminator Loss: 1.2266... Generator Loss: 0.6875 Step 1800/64 Epoch 1/2... Discriminator Loss: 1.1669... Generator Loss: 1.3384
Step 1805/64 Epoch 1/2... Discriminator Loss: 1.5838... Generator Loss: 0.4999 Step 1810/64 Epoch 1/2... Discriminator Loss: 1.1093... Generator Loss: 1.3023 Step 1815/64 Epoch 1/2... Discriminator Loss: 1.0267... Generator Loss: 0.8943 Step 1820/64 Epoch 1/2... Discriminator Loss: 1.5760... Generator Loss: 0.5664 Step 1825/64 Epoch 1/2... Discriminator Loss: 1.0214... Generator Loss: 0.9378 Step 1830/64 Epoch 1/2... Discriminator Loss: 1.5713... Generator Loss: 0.4000 Step 1835/64 Epoch 1/2... Discriminator Loss: 1.0429... Generator Loss: 0.7696 Step 1840/64 Epoch 1/2... Discriminator Loss: 1.3624... Generator Loss: 0.5796 Step 1845/64 Epoch 1/2... Discriminator Loss: 1.1019... Generator Loss: 0.9994 Step 1850/64 Epoch 1/2... Discriminator Loss: 1.2391... Generator Loss: 0.7353 Step 1855/64 Epoch 1/2... Discriminator Loss: 1.0129... Generator Loss: 1.4893 Step 1860/64 Epoch 1/2... Discriminator Loss: 1.5228... Generator Loss: 0.4823 Step 1865/64 Epoch 1/2... Discriminator Loss: 1.3601... Generator Loss: 0.6367 Step 1870/64 Epoch 1/2... Discriminator Loss: 1.0421... Generator Loss: 1.2427 Step 1875/64 Epoch 1/2... Discriminator Loss: 1.3801... Generator Loss: 0.5849 Step 1880/64 Epoch 2/2... Discriminator Loss: 1.2804... Generator Loss: 0.6818 Step 1885/64 Epoch 2/2... Discriminator Loss: 1.2224... Generator Loss: 1.0421 Step 1890/64 Epoch 2/2... Discriminator Loss: 1.2359... Generator Loss: 0.9641 Step 1895/64 Epoch 2/2... Discriminator Loss: 0.8859... Generator Loss: 1.3350 Step 1900/64 Epoch 2/2... Discriminator Loss: 1.0777... Generator Loss: 0.6897
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Step 2705/64 Epoch 2/2... Discriminator Loss: 0.8363... Generator Loss: 1.5492 Step 2710/64 Epoch 2/2... Discriminator Loss: 1.0017... Generator Loss: 1.0361 Step 2715/64 Epoch 2/2... Discriminator Loss: 1.1318... Generator Loss: 0.8341 Step 2720/64 Epoch 2/2... Discriminator Loss: 0.9664... Generator Loss: 1.3104 Step 2725/64 Epoch 2/2... Discriminator Loss: 0.9641... Generator Loss: 1.0522 Step 2730/64 Epoch 2/2... Discriminator Loss: 0.8990... Generator Loss: 1.1649 Step 2735/64 Epoch 2/2... Discriminator Loss: 1.1121... Generator Loss: 0.7776 Step 2740/64 Epoch 2/2... Discriminator Loss: 1.2634... Generator Loss: 0.8116 Step 2745/64 Epoch 2/2... Discriminator Loss: 1.6938... Generator Loss: 0.3817 Step 2750/64 Epoch 2/2... Discriminator Loss: 0.9895... Generator Loss: 1.3088 Step 2755/64 Epoch 2/2... Discriminator Loss: 1.2571... Generator Loss: 0.5991 Step 2760/64 Epoch 2/2... Discriminator Loss: 1.5115... Generator Loss: 0.4958 Step 2765/64 Epoch 2/2... Discriminator Loss: 1.2867... Generator Loss: 0.6847 Step 2770/64 Epoch 2/2... Discriminator Loss: 1.1928... Generator Loss: 2.4602 Step 2775/64 Epoch 2/2... Discriminator Loss: 2.1289... Generator Loss: 0.2246 Step 2780/64 Epoch 2/2... Discriminator Loss: 1.6279... Generator Loss: 2.3336 Step 2785/64 Epoch 2/2... Discriminator Loss: 1.2072... Generator Loss: 0.8725 Step 2790/64 Epoch 2/2... Discriminator Loss: 1.0823... Generator Loss: 0.7939 Step 2795/64 Epoch 2/2... Discriminator Loss: 1.0650... Generator Loss: 1.4239 Step 2800/64 Epoch 2/2... Discriminator Loss: 1.0272... Generator Loss: 1.2697
Step 2805/64 Epoch 2/2... Discriminator Loss: 1.3143... Generator Loss: 0.7871 Step 2810/64 Epoch 2/2... Discriminator Loss: 0.9890... Generator Loss: 1.1135 Step 2815/64 Epoch 2/2... Discriminator Loss: 1.0298... Generator Loss: 0.9652 Step 2820/64 Epoch 2/2... Discriminator Loss: 0.8987... Generator Loss: 1.1667 Step 2825/64 Epoch 2/2... Discriminator Loss: 1.1834... Generator Loss: 0.7906 Step 2830/64 Epoch 2/2... Discriminator Loss: 1.4587... Generator Loss: 0.5266 Step 2835/64 Epoch 2/2... Discriminator Loss: 1.1850... Generator Loss: 0.7911 Step 2840/64 Epoch 2/2... Discriminator Loss: 1.2977... Generator Loss: 0.5967 Step 2845/64 Epoch 2/2... Discriminator Loss: 0.9232... Generator Loss: 1.0694 Step 2850/64 Epoch 2/2... Discriminator Loss: 1.0348... Generator Loss: 0.9122 Step 2855/64 Epoch 2/2... Discriminator Loss: 0.9505... Generator Loss: 1.0549 Step 2860/64 Epoch 2/2... Discriminator Loss: 1.0438... Generator Loss: 0.9424 Step 2865/64 Epoch 2/2... Discriminator Loss: 1.2621... Generator Loss: 0.7222 Step 2870/64 Epoch 2/2... Discriminator Loss: 1.1460... Generator Loss: 0.9864 Step 2875/64 Epoch 2/2... Discriminator Loss: 1.1041... Generator Loss: 1.5601 Step 2880/64 Epoch 2/2... Discriminator Loss: 1.0374... Generator Loss: 0.8142 Step 2885/64 Epoch 2/2... Discriminator Loss: 0.9572... Generator Loss: 2.1489 Step 2890/64 Epoch 2/2... Discriminator Loss: 1.0987... Generator Loss: 1.2136 Step 2895/64 Epoch 2/2... Discriminator Loss: 1.3963... Generator Loss: 0.5389 Step 2900/64 Epoch 2/2... Discriminator Loss: 1.0626... Generator Loss: 0.9191
Step 2905/64 Epoch 2/2... Discriminator Loss: 1.0222... Generator Loss: 1.5619 Step 2910/64 Epoch 2/2... Discriminator Loss: 0.9782... Generator Loss: 1.0006 Step 2915/64 Epoch 2/2... Discriminator Loss: 1.4068... Generator Loss: 0.5072 Step 2920/64 Epoch 2/2... Discriminator Loss: 1.4261... Generator Loss: 2.0842 Step 2925/64 Epoch 2/2... Discriminator Loss: 2.1525... Generator Loss: 0.2205 Step 2930/64 Epoch 2/2... Discriminator Loss: 1.0584... Generator Loss: 1.2085 Step 2935/64 Epoch 2/2... Discriminator Loss: 0.8812... Generator Loss: 1.2801 Step 2940/64 Epoch 2/2... Discriminator Loss: 0.9759... Generator Loss: 0.9680 Step 2945/64 Epoch 2/2... Discriminator Loss: 1.0503... Generator Loss: 1.1887 Step 2950/64 Epoch 2/2... Discriminator Loss: 0.9020... Generator Loss: 1.0947 Step 2955/64 Epoch 2/2... Discriminator Loss: 1.5455... Generator Loss: 0.5178 Step 2960/64 Epoch 2/2... Discriminator Loss: 1.3683... Generator Loss: 1.9010 Step 2965/64 Epoch 2/2... Discriminator Loss: 1.1537... Generator Loss: 0.8099 Step 2970/64 Epoch 2/2... Discriminator Loss: 1.1809... Generator Loss: 0.8837 Step 2975/64 Epoch 2/2... Discriminator Loss: 0.9510... Generator Loss: 1.1550 Step 2980/64 Epoch 2/2... Discriminator Loss: 1.3220... Generator Loss: 0.6012 Step 2985/64 Epoch 2/2... Discriminator Loss: 0.7849... Generator Loss: 1.4960 Step 2990/64 Epoch 2/2... Discriminator Loss: 1.4112... Generator Loss: 0.5910 Step 2995/64 Epoch 2/2... Discriminator Loss: 0.8864... Generator Loss: 1.4261 Step 3000/64 Epoch 2/2... Discriminator Loss: 1.0845... Generator Loss: 0.8131
Step 3005/64 Epoch 2/2... Discriminator Loss: 0.7742... Generator Loss: 1.2507 Step 3010/64 Epoch 2/2... Discriminator Loss: 1.2020... Generator Loss: 0.7424 Step 3015/64 Epoch 2/2... Discriminator Loss: 1.0897... Generator Loss: 0.9537 Step 3020/64 Epoch 2/2... Discriminator Loss: 0.8207... Generator Loss: 1.7049 Step 3025/64 Epoch 2/2... Discriminator Loss: 1.0152... Generator Loss: 0.8340 Step 3030/64 Epoch 2/2... Discriminator Loss: 0.8038... Generator Loss: 1.6946 Step 3035/64 Epoch 2/2... Discriminator Loss: 1.2763... Generator Loss: 0.7419 Step 3040/64 Epoch 2/2... Discriminator Loss: 1.4055... Generator Loss: 1.8868 Step 3045/64 Epoch 2/2... Discriminator Loss: 1.2221... Generator Loss: 0.6895 Step 3050/64 Epoch 2/2... Discriminator Loss: 0.9923... Generator Loss: 1.4002 Step 3055/64 Epoch 2/2... Discriminator Loss: 1.0707... Generator Loss: 0.8211 Step 3060/64 Epoch 2/2... Discriminator Loss: 1.1774... Generator Loss: 0.6645 Step 3065/64 Epoch 2/2... Discriminator Loss: 1.1172... Generator Loss: 1.8744 Step 3070/64 Epoch 2/2... Discriminator Loss: 0.8939... Generator Loss: 1.2236 Step 3075/64 Epoch 2/2... Discriminator Loss: 1.5218... Generator Loss: 0.4680 Step 3080/64 Epoch 2/2... Discriminator Loss: 1.0359... Generator Loss: 1.1882 Step 3085/64 Epoch 2/2... Discriminator Loss: 0.8146... Generator Loss: 1.3787 Step 3090/64 Epoch 2/2... Discriminator Loss: 0.9090... Generator Loss: 1.0957 Step 3095/64 Epoch 2/2... Discriminator Loss: 1.2319... Generator Loss: 0.7036 Step 3100/64 Epoch 2/2... Discriminator Loss: 1.4324... Generator Loss: 0.6389
Step 3105/64 Epoch 2/2... Discriminator Loss: 1.0367... Generator Loss: 1.0044 Step 3110/64 Epoch 2/2... Discriminator Loss: 0.8647... Generator Loss: 1.4761 Step 3115/64 Epoch 2/2... Discriminator Loss: 0.9200... Generator Loss: 1.4082 Step 3120/64 Epoch 2/2... Discriminator Loss: 0.9953... Generator Loss: 1.7822 Step 3125/64 Epoch 2/2... Discriminator Loss: 0.9203... Generator Loss: 1.1046 Step 3130/64 Epoch 2/2... Discriminator Loss: 0.9230... Generator Loss: 1.1613 Step 3135/64 Epoch 2/2... Discriminator Loss: 0.9230... Generator Loss: 1.2594 Step 3140/64 Epoch 2/2... Discriminator Loss: 0.8812... Generator Loss: 1.1726 Step 3145/64 Epoch 2/2... Discriminator Loss: 1.2695... Generator Loss: 0.5849 Step 3150/64 Epoch 2/2... Discriminator Loss: 0.9972... Generator Loss: 0.9566 Step 3155/64 Epoch 2/2... Discriminator Loss: 0.7526... Generator Loss: 1.4648 Step 3160/64 Epoch 2/2... Discriminator Loss: 0.8092... Generator Loss: 1.5179 Step 3165/64 Epoch 2/2... Discriminator Loss: 1.0544... Generator Loss: 0.9352 Step 3170/64 Epoch 2/2... Discriminator Loss: 1.3725... Generator Loss: 1.7461 Step 3175/64 Epoch 2/2... Discriminator Loss: 1.0661... Generator Loss: 0.7041 Step 3180/64 Epoch 2/2... Discriminator Loss: 0.9317... Generator Loss: 1.1080 Step 3185/64 Epoch 2/2... Discriminator Loss: 0.8776... Generator Loss: 1.2187 Step 3190/64 Epoch 2/2... Discriminator Loss: 1.3664... Generator Loss: 0.6184 Step 3195/64 Epoch 2/2... Discriminator Loss: 1.1009... Generator Loss: 0.7387 Step 3200/64 Epoch 2/2... Discriminator Loss: 0.8385... Generator Loss: 1.4629
Step 3205/64 Epoch 2/2... Discriminator Loss: 0.9506... Generator Loss: 1.2050 Step 3210/64 Epoch 2/2... Discriminator Loss: 0.9167... Generator Loss: 1.3660 Step 3215/64 Epoch 2/2... Discriminator Loss: 1.2668... Generator Loss: 0.6239 Step 3220/64 Epoch 2/2... Discriminator Loss: 0.8793... Generator Loss: 1.2366 Step 3225/64 Epoch 2/2... Discriminator Loss: 1.0507... Generator Loss: 1.9360 Step 3230/64 Epoch 2/2... Discriminator Loss: 1.0345... Generator Loss: 0.8678 Step 3235/64 Epoch 2/2... Discriminator Loss: 0.7516... Generator Loss: 1.4086 Step 3240/64 Epoch 2/2... Discriminator Loss: 1.0155... Generator Loss: 0.9963 Step 3245/64 Epoch 2/2... Discriminator Loss: 0.8585... Generator Loss: 1.1985 Step 3250/64 Epoch 2/2... Discriminator Loss: 1.1101... Generator Loss: 0.8827 Step 3255/64 Epoch 2/2... Discriminator Loss: 1.9059... Generator Loss: 2.1751 Step 3260/64 Epoch 2/2... Discriminator Loss: 2.6415... Generator Loss: 0.1988 Step 3265/64 Epoch 2/2... Discriminator Loss: 1.3763... Generator Loss: 1.2007 Step 3270/64 Epoch 2/2... Discriminator Loss: 1.0360... Generator Loss: 0.8797 Step 3275/64 Epoch 2/2... Discriminator Loss: 0.9275... Generator Loss: 1.4985 Step 3280/64 Epoch 2/2... Discriminator Loss: 0.8530... Generator Loss: 1.3520 Step 3285/64 Epoch 2/2... Discriminator Loss: 0.9786... Generator Loss: 1.2564 Step 3290/64 Epoch 2/2... Discriminator Loss: 0.9691... Generator Loss: 0.9347 Step 3295/64 Epoch 2/2... Discriminator Loss: 1.0347... Generator Loss: 0.9568 Step 3300/64 Epoch 2/2... Discriminator Loss: 0.9005... Generator Loss: 1.3338
Step 3305/64 Epoch 2/2... Discriminator Loss: 1.2931... Generator Loss: 0.6966 Step 3310/64 Epoch 2/2... Discriminator Loss: 1.0820... Generator Loss: 1.2701 Step 3315/64 Epoch 2/2... Discriminator Loss: 0.9694... Generator Loss: 0.9698 Step 3320/64 Epoch 2/2... Discriminator Loss: 1.2284... Generator Loss: 0.7267 Step 3325/64 Epoch 2/2... Discriminator Loss: 1.0488... Generator Loss: 0.7940 Step 3330/64 Epoch 2/2... Discriminator Loss: 1.0798... Generator Loss: 0.8411 Step 3335/64 Epoch 2/2... Discriminator Loss: 0.8193... Generator Loss: 1.4073 Step 3340/64 Epoch 2/2... Discriminator Loss: 0.9826... Generator Loss: 1.0515 Step 3345/64 Epoch 2/2... Discriminator Loss: 0.8237... Generator Loss: 1.1537 Step 3350/64 Epoch 2/2... Discriminator Loss: 0.9995... Generator Loss: 1.2687 Step 3355/64 Epoch 2/2... Discriminator Loss: 0.6134... Generator Loss: 1.9949 Step 3360/64 Epoch 2/2... Discriminator Loss: 0.9661... Generator Loss: 1.8149 Step 3365/64 Epoch 2/2... Discriminator Loss: 1.4036... Generator Loss: 0.5990 Step 3370/64 Epoch 2/2... Discriminator Loss: 1.0967... Generator Loss: 0.9639 Step 3375/64 Epoch 2/2... Discriminator Loss: 1.1469... Generator Loss: 0.7827 Step 3380/64 Epoch 2/2... Discriminator Loss: 1.1121... Generator Loss: 0.8813 Step 3385/64 Epoch 2/2... Discriminator Loss: 1.0248... Generator Loss: 1.1019 Step 3390/64 Epoch 2/2... Discriminator Loss: 0.9236... Generator Loss: 1.2716 Step 3395/64 Epoch 2/2... Discriminator Loss: 1.2130... Generator Loss: 0.6751 Step 3400/64 Epoch 2/2... Discriminator Loss: 1.2645... Generator Loss: 0.6143
Step 3405/64 Epoch 2/2... Discriminator Loss: 1.2127... Generator Loss: 0.9395 Step 3410/64 Epoch 2/2... Discriminator Loss: 1.0400... Generator Loss: 2.4289 Step 3415/64 Epoch 2/2... Discriminator Loss: 1.7165... Generator Loss: 0.3826 Step 3420/64 Epoch 2/2... Discriminator Loss: 1.0587... Generator Loss: 0.9298 Step 3425/64 Epoch 2/2... Discriminator Loss: 1.1783... Generator Loss: 0.9023 Step 3430/64 Epoch 2/2... Discriminator Loss: 1.0263... Generator Loss: 2.0778 Step 3435/64 Epoch 2/2... Discriminator Loss: 1.5871... Generator Loss: 0.4266 Step 3440/64 Epoch 2/2... Discriminator Loss: 0.8907... Generator Loss: 1.3877 Step 3445/64 Epoch 2/2... Discriminator Loss: 1.0796... Generator Loss: 1.0056 Step 3450/64 Epoch 2/2... Discriminator Loss: 1.0814... Generator Loss: 0.9071 Step 3455/64 Epoch 2/2... Discriminator Loss: 0.9366... Generator Loss: 1.0322 Step 3460/64 Epoch 2/2... Discriminator Loss: 0.9698... Generator Loss: 0.9673 Step 3465/64 Epoch 2/2... Discriminator Loss: 1.0299... Generator Loss: 0.7581 Step 3470/64 Epoch 2/2... Discriminator Loss: 1.2797... Generator Loss: 0.7159 Step 3475/64 Epoch 2/2... Discriminator Loss: 0.9586... Generator Loss: 1.6071 Step 3480/64 Epoch 2/2... Discriminator Loss: 1.3145... Generator Loss: 0.7025 Step 3485/64 Epoch 2/2... Discriminator Loss: 1.8013... Generator Loss: 2.6643 Step 3490/64 Epoch 2/2... Discriminator Loss: 1.7318... Generator Loss: 0.3432 Step 3495/64 Epoch 2/2... Discriminator Loss: 0.9184... Generator Loss: 1.2657 Step 3500/64 Epoch 2/2... Discriminator Loss: 1.1258... Generator Loss: 0.7798
Step 3505/64 Epoch 2/2... Discriminator Loss: 0.8688... Generator Loss: 1.5551 Step 3510/64 Epoch 2/2... Discriminator Loss: 1.0979... Generator Loss: 1.1007 Step 3515/64 Epoch 2/2... Discriminator Loss: 0.8689... Generator Loss: 1.2283 Step 3520/64 Epoch 2/2... Discriminator Loss: 1.0296... Generator Loss: 1.7299 Step 3525/64 Epoch 2/2... Discriminator Loss: 0.9845... Generator Loss: 1.0727 Step 3530/64 Epoch 2/2... Discriminator Loss: 0.9091... Generator Loss: 1.0443 Step 3535/64 Epoch 2/2... Discriminator Loss: 0.9083... Generator Loss: 1.4093 Step 3540/64 Epoch 2/2... Discriminator Loss: 0.8879... Generator Loss: 1.2964 Step 3545/64 Epoch 2/2... Discriminator Loss: 0.9286... Generator Loss: 1.4015 Step 3550/64 Epoch 2/2... Discriminator Loss: 1.1063... Generator Loss: 0.8427 Step 3555/64 Epoch 2/2... Discriminator Loss: 1.0000... Generator Loss: 1.1851 Step 3560/64 Epoch 2/2... Discriminator Loss: 1.0978... Generator Loss: 1.0066 Step 3565/64 Epoch 2/2... Discriminator Loss: 0.9053... Generator Loss: 1.0987 Step 3570/64 Epoch 2/2... Discriminator Loss: 1.1785... Generator Loss: 0.8524 Step 3575/64 Epoch 2/2... Discriminator Loss: 1.1774... Generator Loss: 0.7447 Step 3580/64 Epoch 2/2... Discriminator Loss: 0.8209... Generator Loss: 1.2396 Step 3585/64 Epoch 2/2... Discriminator Loss: 1.1838... Generator Loss: 1.7558 Step 3590/64 Epoch 2/2... Discriminator Loss: 0.9945... Generator Loss: 1.2554 Step 3595/64 Epoch 2/2... Discriminator Loss: 1.2792... Generator Loss: 0.8365 Step 3600/64 Epoch 2/2... Discriminator Loss: 0.8626... Generator Loss: 1.2546
Step 3605/64 Epoch 2/2... Discriminator Loss: 1.5284... Generator Loss: 0.4539 Step 3610/64 Epoch 2/2... Discriminator Loss: 1.2433... Generator Loss: 1.5963 Step 3615/64 Epoch 2/2... Discriminator Loss: 1.2782... Generator Loss: 0.6490 Step 3620/64 Epoch 2/2... Discriminator Loss: 1.1580... Generator Loss: 0.7437 Step 3625/64 Epoch 2/2... Discriminator Loss: 1.2476... Generator Loss: 0.6628 Step 3630/64 Epoch 2/2... Discriminator Loss: 1.5150... Generator Loss: 0.5485 Step 3635/64 Epoch 2/2... Discriminator Loss: 0.7332... Generator Loss: 2.1627 Step 3640/64 Epoch 2/2... Discriminator Loss: 1.6489... Generator Loss: 0.4240 Step 3645/64 Epoch 2/2... Discriminator Loss: 1.2225... Generator Loss: 0.8030 Step 3650/64 Epoch 2/2... Discriminator Loss: 1.0987... Generator Loss: 2.1458 Step 3655/64 Epoch 2/2... Discriminator Loss: 1.5599... Generator Loss: 0.6245 Step 3660/64 Epoch 2/2... Discriminator Loss: 1.1033... Generator Loss: 0.8738 Step 3665/64 Epoch 2/2... Discriminator Loss: 0.9540... Generator Loss: 1.5449 Step 3670/64 Epoch 2/2... Discriminator Loss: 1.0189... Generator Loss: 0.8914 Step 3675/64 Epoch 2/2... Discriminator Loss: 0.9729... Generator Loss: 1.1948 Step 3680/64 Epoch 2/2... Discriminator Loss: 1.1559... Generator Loss: 0.8223 Step 3685/64 Epoch 2/2... Discriminator Loss: 0.7217... Generator Loss: 1.5430 Step 3690/64 Epoch 2/2... Discriminator Loss: 1.0525... Generator Loss: 2.1277 Step 3695/64 Epoch 2/2... Discriminator Loss: 1.1843... Generator Loss: 0.9338 Step 3700/64 Epoch 2/2... Discriminator Loss: 1.6569... Generator Loss: 0.3783
Step 3705/64 Epoch 2/2... Discriminator Loss: 1.2643... Generator Loss: 0.6456 Step 3710/64 Epoch 2/2... Discriminator Loss: 0.8076... Generator Loss: 1.7542 Step 3715/64 Epoch 2/2... Discriminator Loss: 0.9755... Generator Loss: 0.9913 Step 3720/64 Epoch 2/2... Discriminator Loss: 1.3919... Generator Loss: 1.8508 Step 3725/64 Epoch 2/2... Discriminator Loss: 1.1351... Generator Loss: 0.9142 Step 3730/64 Epoch 2/2... Discriminator Loss: 0.7900... Generator Loss: 1.5845 Step 3735/64 Epoch 2/2... Discriminator Loss: 0.9796... Generator Loss: 1.3308 Step 3740/64 Epoch 2/2... Discriminator Loss: 1.1493... Generator Loss: 0.8245 Step 3745/64 Epoch 2/2... Discriminator Loss: 0.9307... Generator Loss: 1.0518 Step 3750/64 Epoch 2/2... Discriminator Loss: 0.9671... Generator Loss: 1.4445
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 32
z_dim = 100
learning_rate = 0.0001
beta1 = 0.1
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Step 5/32 Epoch 1/1... Discriminator Loss: 3.4148... Generator Loss: 0.0778 Step 10/32 Epoch 1/1... Discriminator Loss: 3.4638... Generator Loss: 0.0724 Step 15/32 Epoch 1/1... Discriminator Loss: 2.4507... Generator Loss: 0.2216 Step 20/32 Epoch 1/1... Discriminator Loss: 1.8974... Generator Loss: 0.4263 Step 25/32 Epoch 1/1... Discriminator Loss: 0.9658... Generator Loss: 1.2527 Step 30/32 Epoch 1/1... Discriminator Loss: 0.7339... Generator Loss: 1.5861 Step 35/32 Epoch 1/1... Discriminator Loss: 0.8422... Generator Loss: 1.2955 Step 40/32 Epoch 1/1... Discriminator Loss: 1.1525... Generator Loss: 0.7726 Step 45/32 Epoch 1/1... Discriminator Loss: 1.1401... Generator Loss: 5.0152 Step 50/32 Epoch 1/1... Discriminator Loss: 0.8285... Generator Loss: 1.1764 Step 55/32 Epoch 1/1... Discriminator Loss: 0.7860... Generator Loss: 3.0916 Step 60/32 Epoch 1/1... Discriminator Loss: 1.7473... Generator Loss: 0.4007 Step 65/32 Epoch 1/1... Discriminator Loss: 0.6582... Generator Loss: 2.4542 Step 70/32 Epoch 1/1... Discriminator Loss: 0.9713... Generator Loss: 2.0377 Step 75/32 Epoch 1/1... Discriminator Loss: 0.7929... Generator Loss: 1.2938 Step 80/32 Epoch 1/1... Discriminator Loss: 1.7347... Generator Loss: 0.3535 Step 85/32 Epoch 1/1... Discriminator Loss: 1.1105... Generator Loss: 2.9798 Step 90/32 Epoch 1/1... Discriminator Loss: 0.7723... Generator Loss: 1.4588 Step 95/32 Epoch 1/1... Discriminator Loss: 0.7909... Generator Loss: 1.5820 Step 100/32 Epoch 1/1... Discriminator Loss: 0.7552... Generator Loss: 1.5577
Step 105/32 Epoch 1/1... Discriminator Loss: 0.5683... Generator Loss: 2.1804 Step 110/32 Epoch 1/1... Discriminator Loss: 1.3993... Generator Loss: 4.7550 Step 115/32 Epoch 1/1... Discriminator Loss: 1.6823... Generator Loss: 0.3347 Step 120/32 Epoch 1/1... Discriminator Loss: 0.8437... Generator Loss: 2.6463 Step 125/32 Epoch 1/1... Discriminator Loss: 0.7257... Generator Loss: 1.6916 Step 130/32 Epoch 1/1... Discriminator Loss: 0.6301... Generator Loss: 1.8290 Step 135/32 Epoch 1/1... Discriminator Loss: 2.7563... Generator Loss: 0.1434 Step 140/32 Epoch 1/1... Discriminator Loss: 0.5389... Generator Loss: 2.5378 Step 145/32 Epoch 1/1... Discriminator Loss: 1.5477... Generator Loss: 0.4149 Step 150/32 Epoch 1/1... Discriminator Loss: 1.0387... Generator Loss: 1.0146 Step 155/32 Epoch 1/1... Discriminator Loss: 1.4860... Generator Loss: 0.5747 Step 160/32 Epoch 1/1... Discriminator Loss: 0.8452... Generator Loss: 2.9588 Step 165/32 Epoch 1/1... Discriminator Loss: 0.7138... Generator Loss: 1.9118 Step 170/32 Epoch 1/1... Discriminator Loss: 0.7677... Generator Loss: 1.4672 Step 175/32 Epoch 1/1... Discriminator Loss: 0.7385... Generator Loss: 1.3552 Step 180/32 Epoch 1/1... Discriminator Loss: 1.0894... Generator Loss: 4.0260 Step 185/32 Epoch 1/1... Discriminator Loss: 0.7862... Generator Loss: 1.3028 Step 190/32 Epoch 1/1... Discriminator Loss: 0.6818... Generator Loss: 3.5837 Step 195/32 Epoch 1/1... Discriminator Loss: 0.5727... Generator Loss: 3.0850 Step 200/32 Epoch 1/1... Discriminator Loss: 0.7316... Generator Loss: 3.5358
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Step 6105/32 Epoch 1/1... Discriminator Loss: 1.6186... Generator Loss: 0.3700 Step 6110/32 Epoch 1/1... Discriminator Loss: 0.5866... Generator Loss: 1.9546 Step 6115/32 Epoch 1/1... Discriminator Loss: 0.5780... Generator Loss: 1.8701 Step 6120/32 Epoch 1/1... Discriminator Loss: 1.2010... Generator Loss: 1.3770 Step 6125/32 Epoch 1/1... Discriminator Loss: 0.7841... Generator Loss: 1.2312 Step 6130/32 Epoch 1/1... Discriminator Loss: 0.6361... Generator Loss: 1.6178 Step 6135/32 Epoch 1/1... Discriminator Loss: 0.9423... Generator Loss: 3.3781 Step 6140/32 Epoch 1/1... Discriminator Loss: 0.5250... Generator Loss: 3.4482 Step 6145/32 Epoch 1/1... Discriminator Loss: 0.5139... Generator Loss: 3.4110 Step 6150/32 Epoch 1/1... Discriminator Loss: 0.6252... Generator Loss: 2.7106 Step 6155/32 Epoch 1/1... Discriminator Loss: 0.8686... Generator Loss: 1.3380 Step 6160/32 Epoch 1/1... Discriminator Loss: 0.9108... Generator Loss: 0.9863 Step 6165/32 Epoch 1/1... Discriminator Loss: 1.1486... Generator Loss: 2.5214 Step 6170/32 Epoch 1/1... Discriminator Loss: 0.5894... Generator Loss: 2.1488 Step 6175/32 Epoch 1/1... Discriminator Loss: 1.0734... Generator Loss: 0.8235 Step 6180/32 Epoch 1/1... Discriminator Loss: 0.5767... Generator Loss: 2.8434 Step 6185/32 Epoch 1/1... Discriminator Loss: 0.9816... Generator Loss: 1.4096 Step 6190/32 Epoch 1/1... Discriminator Loss: 0.6812... Generator Loss: 1.5823 Step 6195/32 Epoch 1/1... Discriminator Loss: 0.9864... Generator Loss: 4.4547 Step 6200/32 Epoch 1/1... Discriminator Loss: 1.1097... Generator Loss: 0.7933
Step 6205/32 Epoch 1/1... Discriminator Loss: 1.1820... Generator Loss: 1.9499 Step 6210/32 Epoch 1/1... Discriminator Loss: 0.4459... Generator Loss: 2.7691 Step 6215/32 Epoch 1/1... Discriminator Loss: 0.5046... Generator Loss: 2.3455 Step 6220/32 Epoch 1/1... Discriminator Loss: 0.6239... Generator Loss: 1.8325 Step 6225/32 Epoch 1/1... Discriminator Loss: 0.8531... Generator Loss: 3.0931 Step 6230/32 Epoch 1/1... Discriminator Loss: 0.4837... Generator Loss: 2.4076 Step 6235/32 Epoch 1/1... Discriminator Loss: 0.6480... Generator Loss: 1.8280 Step 6240/32 Epoch 1/1... Discriminator Loss: 0.7187... Generator Loss: 2.0014 Step 6245/32 Epoch 1/1... Discriminator Loss: 1.6177... Generator Loss: 1.4266 Step 6250/32 Epoch 1/1... Discriminator Loss: 0.9290... Generator Loss: 1.1384 Step 6255/32 Epoch 1/1... Discriminator Loss: 1.2176... Generator Loss: 0.6707 Step 6260/32 Epoch 1/1... Discriminator Loss: 0.7814... Generator Loss: 1.1215 Step 6265/32 Epoch 1/1... Discriminator Loss: 1.6689... Generator Loss: 0.4170 Step 6270/32 Epoch 1/1... Discriminator Loss: 0.7196... Generator Loss: 2.2501 Step 6275/32 Epoch 1/1... Discriminator Loss: 1.2997... Generator Loss: 0.5439 Step 6280/32 Epoch 1/1... Discriminator Loss: 0.6463... Generator Loss: 1.7679 Step 6285/32 Epoch 1/1... Discriminator Loss: 1.1601... Generator Loss: 1.1212 Step 6290/32 Epoch 1/1... Discriminator Loss: 0.5395... Generator Loss: 2.3903 Step 6295/32 Epoch 1/1... Discriminator Loss: 0.4592... Generator Loss: 3.4143 Step 6300/32 Epoch 1/1... Discriminator Loss: 1.1431... Generator Loss: 0.8540
Step 6305/32 Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 1.1857 Step 6310/32 Epoch 1/1... Discriminator Loss: 0.4820... Generator Loss: 4.0335 Step 6315/32 Epoch 1/1... Discriminator Loss: 0.6128... Generator Loss: 1.8468 Step 6320/32 Epoch 1/1... Discriminator Loss: 1.4210... Generator Loss: 0.6107 Step 6325/32 Epoch 1/1... Discriminator Loss: 0.8697... Generator Loss: 2.6597 Step 6330/32 Epoch 1/1... Discriminator Loss: 0.5865... Generator Loss: 2.6635
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.